Microsoft AI-300 Practice Status: MLOps Engineer

Track Microsoft AI-300 practice status for MLOps Engineer, review the route, and request an IT Mastery practice update.

AI-300 is Microsoft’s MLOps and GenAIOps route for candidates who set up infrastructure, automate model and prompt lifecycle work, deploy and monitor AI systems, and optimize traditional machine learning and generative AI solutions on Azure.

This page tracks the AI-300 practice availability for IT Mastery. Dedicated simulator practice is not live yet, but you can review the exam snapshot, route fit, and related live Azure practice options.

Who AI-300 is for

  • MLOps, AIOps, DevOps, and data-science candidates responsible for production AI systems
  • engineers working with Azure Machine Learning, Microsoft Foundry, GitHub Actions, Bicep, Azure CLI, monitoring, and lifecycle controls
  • teams that need a route between data-science experimentation and production-grade AI operations

AI-300 exam snapshot

  • Issuer: Microsoft
  • Official certification name: Microsoft Certified: Machine Learning Operations (MLOps) Engineer Associate
  • Exam code: AI-300
  • Official exam name: Operationalizing Machine Learning and Generative AI Solutions
  • Status shown by Microsoft Learn: beta
  • Current IT Mastery status: full simulator not yet live

Topic coverage for AI-300

DomainWeight
Design and implement an MLOps infrastructure15-20%
Implement machine learning model lifecycle and operations25-30%
Design and implement a GenAIOps infrastructure20-25%
Implement generative AI quality assurance and observability10-15%
Optimize generative AI systems and model performance10-15%

Use these live IT Mastery pages now

If you need to practice…Best pageWhy
Azure AI fundamentalsAI-900Useful base for AI workloads, service categories, and generative AI vocabulary.
Azure administration and operationsAZ-104Reinforces identity, monitoring, networking, storage, and operational controls.
infrastructure workflowTerraform Associate (004)Good live route for provisioning discipline and infrastructure workflow thinking.

Practice bank status

  • Current status: Demand review
  • Exact IT Mastery simulator for this exam: not yet live
  • Best use right now: confirm AI-300 as your target, then practise Azure AI fundamentals, operations, and infrastructure workflow while dedicated practice is not live yet
  • Update path: request an update above if AI-300 is your actual target exam

Official sources

What to open next

Revised on Sunday, April 26, 2026